Anthropisation du littoral à mangroves en Guadeloupe, Antilles Françaises : caractérisation et Impacts
Bibliographic record
Abstract
Cet article présente les utilisations humaines en zones humides littorales de Guadeloupe dans les Antilles françaises. A partir d’une méthode variée de collectes de données (observations de terrain, relevés d’indices et enquêtes) définie depuis 2003, il expose un état des lieux de l’anthropisation : sa nature, la variabilité spatiale des utilisations et leurs caractéristiques sociales. Puis l’analyse des déterminants écologiques, sociaux et réglementaires de gestion permet d’aborder une évolution de situations pouvant aller jusqu’à des conflits sur le terrain. Enfin le relevé d’impacts environnementaux souligne la vulnérabilité de l’écosystème mangrove et la valeur socio-économique de ces utilisations, n’obéissant pas toujours aux objectifs de développement durable et aux exigences écologiques.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".